Global SMD Thermistor Competitive Landscape Professional Research Report 2024

Report Format: PDF   |   Report ID: 5676497   |   Published Date: July 2024   |   Pages:  170+  

Research Summary
An SMD thermistor, or surface-mount device thermistor, is a type of temperature sensor used in electronic circuits for measuring temperature changes. These thermistors are designed to be mounted directly onto the surface of a printed circuit board (PCB), making them suitable for automated assembly processes. Typically made of ceramic materials, SMD thermistors have temperature-sensitive resistance properties, with resistance decreasing as temperature increases (negative temperature coefficient, NTC). When exposed to temperature changes, the resistance of the thermistor changes accordingly, allowing it to sense temperature variations. SMD thermistors come in various package sizes, such as 0402, 0603, or 0805, indicating their dimensions in metric units, with smaller sizes being more compact. They find wide use in temperature monitoring and control applications across industries, providing accurate temperature measurement in a space-efficient design.
According to DIResearch's in-depth investigation and research, the global SMD Thermistor market size will reach US$ Million in 2024, and is expected to reach US$ Million in 2030, with a CAGR of % (2025-2030). Among them, the China market has changed rapidly in the past few years. The market size in 2024 will be US$ Million, accounting for approximately % of the world. It is expected to reach US$ Million in 2030, and the global share will reach %.
The major global manufacturers of SMD Thermistor include Thinking Electronic, TE Connectivity, Polytronics Technology Corporation, TDK Corporation, Shibaura, Shiheng Electronic, Semitec Corporation, Vishay, Amphenol Corporation, Mitsubishi Materials Corporation, Murata, WAYON, KYOCERA AVX Components Corporation, Bourns, Panasonic, Fuzetec Technology, Sea & Land Electronic, Ametherm, ShangHai Keter New Materials, Littelfuse, Sinochip Electronics, E WAY Technology, EXSENSE Electronics Technology, Tewa Temperature Sensors, TAYAO Technology, JOYIN, KOA etc. The global players competition landscape in this report is divided into three tiers. The first tiers is the global leading enterprise, which occupies a major market share, is in a leading position in the industry, has strong competitiveness and influence, and has a large revenue scale; the second tiers has a certain share and popularity in the market, actively follows the industry leaders in product, service or technological innovation, and has a medium revenue scale; the third tiers has a smaller share in the market, has a lower brand awareness, mainly focuses on the local market, and has a relatively small revenue scale.
This report studies the market size, price trends and future development prospects of SMD Thermistor. Focus on analysing the market share, product portfolio, prices, sales volume, revenue and gross profit margin of global major manufacturers, as well as the market status and trends of different product types and applications in the global SMD Thermistor market. The report data covers historical data from 2019 to 2023, based year in 2024 and forecast data from 2025 to 2030.
The regions and countries in the report include North America, Europe, China, APAC (excl. China), Latin America and Middle East and Africa, covering the SMD Thermistor market conditions and future development trends of key regions and countries, combined with industry-related policies and the latest technological developments, analyze the development characteristics of SMD Thermistor industries in various regions and countries, help companies understand the development characteristics of each region, help companies formulate business strategies, and achieve the ultimate goal of the company's global development strategy. ?  ? 
The data sources of this report mainly include the National Bureau of Statistics, customs databases, industry associations, corporate financial reports, third-party databases, etc. Among them, macroeconomic data mainly comes from the National Bureau of Statistics, International Economic Research Organization; industry statistical data mainly come from industry associations; company data mainly comes from interviews, public information collection, third-party reliable databases, and price data mainly comes from various markets monitoring database.
Global Key Manufacturers of SMD Thermistor Include:
Thinking Electronic
TE Connectivity
Polytronics Technology Corporation
TDK Corporation
Shibaura
Shiheng Electronic
Semitec Corporation
Vishay
Amphenol Corporation
Mitsubishi Materials Corporation
Murata
WAYON
KYOCERA AVX Components Corporation
Bourns
Panasonic
Fuzetec Technology
Sea & Land Electronic
Ametherm
ShangHai Keter New Materials
Littelfuse
Sinochip Electronics
E WAY Technology
EXSENSE Electronics Technology
Tewa Temperature Sensors
TAYAO Technology
JOYIN
KOA
SMD Thermistor Product Segment Include:
NTC Type
PTC Type
SMD Thermistor Product Application Include:
Consumer Electronics
Medical Equipment
Automobile
Home Appliances
Industrial Equipment
Aerospace and Defense
Others
Chapter Scope
Chapter 1: Product Research Range, Product Types and Applications, Market Overview, Market Situation and Trends
Chapter 2: Global SMD Thermistor Industry PESTEL Analysis
Chapter 3: Global SMD Thermistor Industry Porter's Five Forces Analysis
Chapter 4: Global SMD Thermistor Major Regional Market Size (Revenue, Sales, Price) and Forecast Analysis
Chapter 5: Global SMD Thermistor Market Size and Forecast by Type and Application Analysis
Chapter 6: North America SMD Thermistor Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 7: Europe SMD Thermistor Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 8: China SMD Thermistor Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 9: APAC (Excl. China) SMD Thermistor Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 10: Latin America SMD Thermistor Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 11: Middle East and Africa SMD Thermistor Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 12: Global SMD Thermistor Competitive Analysis of Key Manufacturers (Sales, Revenue, Market Share, Price, Regional Distribution and Industry Concentration)
Chapter 13: Key Company Profiles (Product Portfolio, Sales, Revenue, Price and Gross Margin)
Chapter 14: Industrial Chain Analysis, Include Raw Material Suppliers, Distributors and Customers
Chapter 15: Research Findings and Conclusion
Chapter 16: Methodology and Data Sources
Table of Contents

1 SMD Thermistor Market Overview

1.1 Product Definition and Statistical Scope

1.2 SMD Thermistor Product by Type

1.2.1 Global SMD Thermistor Market Size by Type, 2023 VS 2024 VS 2030

1.2.2 NTC Type

1.2.3 PTC Type

1.3 SMD Thermistor Product by Application

1.3.1 Global SMD Thermistor Market Size by Application, 2023 VS 2024 VS 2030

1.3.2 Consumer Electronics

1.3.3 Medical Equipment

1.3.4 Automobile

1.3.5 Home Appliances

1.3.6 Industrial Equipment

1.3.7 Aerospace and Defense

1.3.8 Others

1.4 Global SMD Thermistor Market Revenue and Sales Analysis

1.4.1 Global SMD Thermistor Market Size Analysis (2019-2030)

1.4.2 Global SMD Thermistor Market Sales Analysis (2019-2030)

1.4.3 Global SMD Thermistor Market Sales Price Trend Analysis (2019-2030)

1.5 SMD Thermistor Market Development Status and Trends

1.5.1 SMD Thermistor Industry Development Status Analysis

1.5.2 SMD Thermistor Industry Development Trends Analysis

2 SMD Thermistor Market PESTEL Analysis

2.1 Political Factors Analysis

2.2 Economic Factors Analysis

2.3 Social Factors Analysis

2.4 Technological Factors Analysis

2.5 Environmental Factors Analysis

2.6 Legal Factors Analysis

3 SMD Thermistor Market Porter's Five Forces Analysis

3.1 Competitive Rivalry

3.2 Threat of New Entrants

3.3 Bargaining Power of Suppliers

3.4 Bargaining Power of Buyers

3.5 Threat of Substitutes

4 Global SMD Thermistor Market Analysis by Regions

4.1 SMD Thermistor Overall Market: 2023 VS 2024 VS 2030

4.2 Global SMD Thermistor Revenue and Forecast Analysis (2019-2030)

4.2.1 Global SMD Thermistor Revenue and Market Share by Region (2019-2024)

4.2.2 Global SMD Thermistor Revenue Forecast by Region (2025-2030)

4.3 Global SMD Thermistor Sales and Forecast Analysis (2019-2030)

4.3.1 Global SMD Thermistor Sales and Market Share by Region (2019-2024)

4.3.2 Global SMD Thermistor Sales Forecast by Region (2025-2030)

4.4 Global SMD Thermistor Sales Price Trend Analysis (2019-2030)

5 Global SMD Thermistor Market Size by Type and Application

5.1 Global SMD Thermistor Market Size by Type

5.1.1 Global SMD Thermistor Revenue and Forecast Analysis by Type (2019-2030)

5.1.2 Global SMD Thermistor Sales and Forecast Analysis by Type (2019-2030)

5.2 Global SMD Thermistor Market Size by Application

5.2.1 Global SMD Thermistor Revenue and Forecast Analysis by Application (2019-2030)

5.2.2 Global SMD Thermistor Sales and Forecast Analysis by Application (2019-2030)

6 North America

6.1 North America SMD Thermistor Market Size and Growth Rate Analysis (2019-2030)

6.2 North America Key Manufacturers Analysis

6.3 North America SMD Thermistor Market Size by Type

6.3.1 North America SMD Thermistor Sales by Type (2019-2030)

6.3.2 North America SMD Thermistor Revenue by Type (2019-2030)

6.4 North America SMD Thermistor Market Size by Application

6.4.1 North America SMD Thermistor Sales by Application (2019-2030)

6.4.2 North America SMD Thermistor Revenue by Application (2019-2030)

6.5 North America SMD Thermistor Market Size by Country

6.5.1 US

6.5.2 Canada

7 Europe

7.1 Europe SMD Thermistor Market Size and Growth Rate Analysis (2019-2030)

7.2 Europe Key Manufacturers Analysis

7.3 Europe SMD Thermistor Market Size by Type

7.3.1 Europe SMD Thermistor Sales by Type (2019-2030)

7.3.2 Europe SMD Thermistor Revenue by Type (2019-2030)

7.4 Europe SMD Thermistor Market Size by Application

7.4.1 Europe SMD Thermistor Sales by Application (2019-2030)

7.4.2 ? Europe SMD Thermistor Revenue by Application (2019-2030)

7.5 Europe SMD Thermistor Market Size by Country

7.5.1 Germany

7.5.2 France

7.5.3 United Kingdom

7.5.4 Italy

7.5.5 Spain

7.5.6 Benelux

8 China

8.1 China SMD Thermistor Market Size and Growth Rate Analysis (2019-2030)

8.2 China Key Manufacturers Analysis

8.3 China SMD Thermistor Market Size by Type

8.3.1 China SMD Thermistor Sales by Type (2019-2030)

8.3.2 China SMD Thermistor Revenue by Type (2019-2030)

8.4 China SMD Thermistor Market Size by Application

8.4.1 China SMD Thermistor Sales by Application (2019-2030)

8.4.2 China SMD Thermistor Revenue by Application (2019-2030)

9 APAC (excl. China)

9.1 APAC (excl. China) SMD Thermistor Market Size and Growth Rate Analysis (2019-2030)

9.2 APAC (excl. China) Key Manufacturers Analysis

9.3 APAC (excl. China) SMD Thermistor Market Size by Type

9.3.1 APAC (excl. China) SMD Thermistor Sales by Type (2019-2030)

9.3.2 APAC (excl. China) SMD Thermistor Revenue by Type (2019-2030)

9.4 APAC (excl. China) SMD Thermistor Market Size by Application

9.4.1 APAC (excl. China) SMD Thermistor Sales by Application (2019-2030)

9.4.2 APAC (excl. China) SMD Thermistor Revenue by Application (2019-2030)

9.5 APAC (excl. China) SMD Thermistor Market Size by Country

9.5.1 Japan

9.5.2 South Korea

9.5.3 India

9.5.4 Australia

9.5.5 Indonesia

9.5.6 Vietnam

9.5.7 Malaysia

9.5.8 Thailand

10 Latin America

10.1 Latin America SMD Thermistor Market Size and Growth Rate Analysis (2019-2030)

10.2 Latin America Key Manufacturers Analysis

10.3 Latin America SMD Thermistor Market Size by Type

10.3.1 Latin America SMD Thermistor Sales by Type (2019-2030)

10.3.2 Latin America SMD Thermistor Revenue by Type (2019-2030)

10.4 Latin America SMD Thermistor Market Size by Application

10.4.1 Latin America SMD Thermistor Sales by Application (2019-2030)

10.4.2 Latin America SMD Thermistor Revenue by Application (2019-2030)

10.5 Latin America SMD Thermistor Market Size by Country

10.5.1 Mexico

10.5.2 Brazil

11 Middle East & Africa

11.1 Middle East & Africa SMD Thermistor Market Size and Growth Rate Analysis (2019-2030)

11.2 Middle East & Africa Key Manufacturers Analysis

11.3 Middle East & Africa SMD Thermistor Market Size by Type

11.3.1 Middle East & Africa SMD Thermistor Sales by Type (2019-2030)

11.3.2 Middle East & Africa SMD Thermistor Revenue by Type (2019-2030)

11.4 Middle East & Africa SMD Thermistor Market Size by Application

11.4.1 Middle East & Africa SMD Thermistor Sales by Application (2019-2030)

11.4.2 Middle East & Africa SMD Thermistor Revenue by Application (2019-2030)

11.5 Middle East & Africa SMD Thermistor Market Size by Country

11.5.1 Saudi Arabia

11.5.2 South Africa

12 Competition by Manufacturers

12.1 Global SMD Thermistor Market Sales, Revenue and Price by Key Manufacturers (2020-2024)

12.1.1 Global SMD Thermistor Market Sales by Key Manufacturers (2020-2024)

12.1.2 Global SMD Thermistor Market Revenue by Key Manufacturers (2020-2024)

12.1.3 Global SMD Thermistor Average Sales Price by Manufacturers (2020-2024)

12.2 SMD Thermistor Competitive Landscape Analysis and Market Dynamic

12.2.1 SMD Thermistor Competitive Landscape Analysis

12.2.2 Global Key Manufacturers Headquarter Location and Key Area Sales

12.2.3 Market Dynamic

13 Key Companies Analysis

13.1 Thinking Electronic

13.1.1 Thinking Electronic Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)

13.1.2 Thinking Electronic SMD Thermistor Product Portfolio

13.1.3 Thinking Electronic SMD Thermistor Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)

13.2 TE Connectivity

13.2.1 TE Connectivity Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)

13.2.2 TE Connectivity SMD Thermistor Product Portfolio

13.2.3 TE Connectivity SMD Thermistor Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)

13.3 Polytronics Technology Corporation

13.3.1 Polytronics Technology Corporation Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)

13.3.2 Polytronics Technology Corporation SMD Thermistor Product Portfolio

13.3.3 Polytronics Technology Corporation SMD Thermistor Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)

13.4 TDK Corporation

13.4.1 TDK Corporation Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)

13.4.2 TDK Corporation SMD Thermistor Product Portfolio

13.4.3 TDK Corporation SMD Thermistor Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)

13.5 Shibaura

13.5.1 Shibaura Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)

13.5.2 Shibaura SMD Thermistor Product Portfolio

13.5.3 Shibaura SMD Thermistor Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)

13.6 Shiheng Electronic

13.6.1 Shiheng Electronic Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)

13.6.2 Shiheng Electronic SMD Thermistor Product Portfolio

13.6.3 Shiheng Electronic SMD Thermistor Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)

13.7 Semitec Corporation

13.7.1 Semitec Corporation Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)

13.7.2 Semitec Corporation SMD Thermistor Product Portfolio

13.7.3 Semitec Corporation SMD Thermistor Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)

13.8 Vishay

13.8.1 Vishay Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)

13.8.2 Vishay SMD Thermistor Product Portfolio

13.8.3 Vishay SMD Thermistor Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)

13.9 Amphenol Corporation

13.9.1 Amphenol Corporation Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)

13.9.2 Amphenol Corporation SMD Thermistor Product Portfolio

13.9.3 Amphenol Corporation SMD Thermistor Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)

13.10 Mitsubishi Materials Corporation

13.10.1 Mitsubishi Materials Corporation Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)

13.10.2 Mitsubishi Materials Corporation SMD Thermistor Product Portfolio

13.10.3 Mitsubishi Materials Corporation SMD Thermistor Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)

13.11 Murata

13.11.1 Murata Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)

13.11.2 Murata SMD Thermistor Product Portfolio

13.11.3 Murata SMD Thermistor Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)

13.12 WAYON

13.12.1 WAYON Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)

13.12.2 WAYON SMD Thermistor Product Portfolio

13.12.3 WAYON SMD Thermistor Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)

13.13 KYOCERA AVX Components Corporation

13.13.1 KYOCERA AVX Components Corporation Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)

13.13.2 KYOCERA AVX Components Corporation SMD Thermistor Product Portfolio

13.13.3 KYOCERA AVX Components Corporation SMD Thermistor Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)

13.14 Bourns

13.14.1 Bourns Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)

13.14.2 Bourns SMD Thermistor Product Portfolio

13.14.3 Bourns SMD Thermistor Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)

13.15 Panasonic

13.15.1 Panasonic Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)

13.15.2 Panasonic SMD Thermistor Product Portfolio

13.15.3 Panasonic SMD Thermistor Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)

13.16 Fuzetec Technology

13.16.1 Fuzetec Technology Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)

13.16.2 Fuzetec Technology SMD Thermistor Product Portfolio

13.16.3 Fuzetec Technology SMD Thermistor Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)

13.17 Sea & Land Electronic

13.17.1 Sea & Land Electronic Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)

13.17.2 Sea & Land Electronic SMD Thermistor Product Portfolio

13.17.3 Sea & Land Electronic SMD Thermistor Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)

13.18 Ametherm

13.18.1 Ametherm Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)

13.18.2 Ametherm SMD Thermistor Product Portfolio

13.18.3 Ametherm SMD Thermistor Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)

13.19 ShangHai Keter New Materials

13.19.1 ShangHai Keter New Materials Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)

13.19.2 ShangHai Keter New Materials SMD Thermistor Product Portfolio

13.19.3 ShangHai Keter New Materials SMD Thermistor Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)

13.20 Littelfuse

13.20.1 Littelfuse Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)

13.20.2 Littelfuse SMD Thermistor Product Portfolio

13.20.3 Littelfuse SMD Thermistor Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)

13.21 Sinochip Electronics

13.21.1 Sinochip Electronics Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)

13.21.2 Sinochip Electronics SMD Thermistor Product Portfolio

13.21.3 Sinochip Electronics SMD Thermistor Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)

13.22 E WAY Technology

13.22.1 E WAY Technology Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)

13.22.2 E WAY Technology SMD Thermistor Product Portfolio

13.22.3 E WAY Technology SMD Thermistor Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)

13.23 EXSENSE Electronics Technology

13.23.1 EXSENSE Electronics Technology Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)

13.23.2 EXSENSE Electronics Technology SMD Thermistor Product Portfolio

13.23.3 EXSENSE Electronics Technology SMD Thermistor Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)

13.24 Tewa Temperature Sensors

13.24.1 Tewa Temperature Sensors Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)

13.24.2 Tewa Temperature Sensors SMD Thermistor Product Portfolio

13.24.3 Tewa Temperature Sensors SMD Thermistor Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)

13.25 TAYAO Technology

13.25.1 TAYAO Technology Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)

13.25.2 TAYAO Technology SMD Thermistor Product Portfolio

13.25.3 TAYAO Technology SMD Thermistor Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)

13.26 JOYIN

13.26.1 JOYIN Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)

13.26.2 JOYIN SMD Thermistor Product Portfolio

13.26.3 JOYIN SMD Thermistor Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)

13.27 KOA

13.27.1 KOA Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)

13.27.2 KOA SMD Thermistor Product Portfolio

13.27.3 KOA SMD Thermistor Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)

14 Industry Chain Analysis

14.1 SMD Thermistor Industry Chain Analysis

14.2 SMD Thermistor Industry Upstream Supply Analysis

14.2.1 Upstream Key Raw Material Supply Analysis

14.2.2 Raw Material Suppliers and Contact Information

14.3 SMD Thermistor Typical Downstream Customers

14.4 SMD Thermistor Sales Channel Analysis

15 Research Findings and Conclusion

16 Methodology and Data Source

16.1 Methodology/Research Approach

16.2 Research Scope

16.3 Benchmarks and Assumptions

16.4 Date Source

16.4.1 Primary Sources

16.4.2 Secondary Sources

16.5 Data Cross Validation

16.6 Disclaimer


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